A critical period for second language acquisition: Evidence from 2/3 million English speakers
Open accessAbstract
Children learn language more easily than adults, though when and why this ability declines have been obscure for both empirical reasons (underpowered studies) and conceptual reasons (measuring the ultimate attainment of learners who started at different ages cannot by itself reveal changes in underlying learning ability). We address both limitations with a dataset of unprecedented size (669,498 native and non-native English speakers) and a computational model that estimates the trajectory of underlying learning ability by disentangling current age, age at first exposure, and years of experience. This allows us to provide the first direct estimate of how grammar-learning ability changes with age, finding that it is preserved almost to the crux of adulthood (17.4 years old) and then declines steadily. This finding held not only for "difficult" syntactic phenomena but also for "easy" syntactic phenomena that are normally mastered early in acquisition. The results support the existence of a sharply-defined critical period for language acquisition, but the age of offset is much later than previously speculated. The size of the dataset also provides novel insight into several other outstanding questions in language acquisition.
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Claims the paper makes
14 of 59 cited sources checked · 2 supported · 1 flagged · accuracy not yet measured
- Interpretationcitation
The critical period cannot be explained by gradually accumulating interference from a first language.
“or to gradually accumulating interference from a first language (Hernandez et al., 2005; Jia et al., 2002; Sebastián-Gallés et al., 2005).”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Hernandez et al., 2005 source
The Introduction says the authors’ account explains age-of-acquisition effects through competition and entrenchment, without invoking a biological critical period. It specifically describes L1 becoming progressively more entrenched and making later L2 learning harder—the opposite of the claim that accumulating L1 interference cannot explain those effects. (LLM, conf=0.88)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured - cites Jia et al., 2002 source
- cites Sebastián-Gallés et al., 2005 source
- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
- Premisecitation
Vanhove demonstrated that precisely measuring how ultimate attainment changes with age of first exposure requires thousands of subjects.
“Vanhove demonstrates that precisely measuring how ultimate attainment changes as a function of age of first exposure requires thousands.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Vanhove (2013) source
In the section labelled “456-458]” (page not specified), Vanhove argues that common group-comparison methods are prone to error when used to infer the precise shape of the age-of-acquisition–ultimate-attainment relationship, and he identifies low statistical power in earlier studies. Our copy does not demonstrate that measuring that relationship precisely requires thousands of subjects; its explicit power example gives about 105 participants per group under specified assumptions. (LLM, conf=0.82)
Experimental — accuracy not yet measured
- Interpretationcitation
The critical period cannot be explained by documented developmental changes in working memory, episodic memory, reasoning ability, processing speed, or social cognition.
“the critical period cannot be explained by documented developmental changes in working memory, episodic memory, reasoning ability, processing speed, or social cognition”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Hakuta et al., 2003 source
- cites Hartshorne & Germine, 2015 source
The Experiments 2 & 3 Results (page unavailable) document different age-of-peak patterns for working memory, processing speed, and emotion perception. The paper does not assess whether changes in these abilities—or in episodic memory and reasoning—can explain a critical period, so it does not support the sentence’s central conclusion. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Newport, 1988 source
- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
- Interpretationown data
The simulations support Vanhove's contention that thousands of subjects are required for reliable conclusions about ultimate attainment.
“These simulations support Vanhove’s (2013) contention that thousands of subjects are required to provide reliable conclusions about ultimate attainment.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Vanhove (2013) source
In the statistical-power discussion (section labeled “456-458]”; page not supplied), Vanhove argues that small samples can miss meaningful differences in ultimate attainment. But his illustrative calculation calls for about 105 participants per group to reach 0.95 power under its stated assumptions, not thousands of subjects as a general requirement for reliable conclusions. (LLM, conf=0.87)
Experimental — accuracy not yet measured
- Premisecitation
Substantial brain changes occur during adolescence and early adulthood.
“the brain undergoes significant changes through adolescence and early adulthood (Blakemore & Mills, 2014; Mills, Lalonde, CLasen, Giedd, & Blakemore, 2014; Pinto, Hornby, Jones, & Murphy, 2010; Shafee, Buckner, & Fischl, 2015; Tamnes et al., 2010).”
Quote in the paperSubstantial claim2 of 3 sources checked
- Interpretationcitation
A study should have more than 10,000 subjects to provide reliable results about ultimate attainment.
“To provide reliable results about ultimate attainment, a study should have in excess of 10,000 subjects (see also Vanhove, 2013).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Vanhove, 2013 source
In the statistical-power discussion (section labelled “456-458]”; page not supplied), Vanhove argues that small groups can miss meaningful differences in ultimate attainment. But the paper does not prescribe more than 10,000 subjects: its illustrative calculation gives about 105 participants per group for a specified effect size and power level. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
Among behaviorally characterized cognitive abilities, only language learning stays stable in childhood and then drops sharply in late adolescence.
“It is notable that language-learning ability is, out of every cognitive ability whose developmental trajectory has been characterized behaviorally, the only one that is stable through childhood and declines sharply in late adolescence (Hartshorne & Germine, 2015).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Hartshorne & Germine, 2015 source
The Experiments 2 & 3 section examines vocabulary and other cognitive tasks, but does not identify a trajectory for language-learning ability. The General Discussion says vocabulary learning continues into adulthood; that does not establish whether language-learning ability is stable through childhood, declines sharply in late adolescence, or is unique among cognitive abilities in doing so. (LLM, conf=0.73)
Experimental — accuracy not yet measured
- Findingown data
Grammar-learning ability remains largely intact until about age 17.4 and then falls steadily.
“finding that it is preserved almost to the crux of adulthood (17.4 years old) and then declines steadily.”
Quote in the paperSubstantial claim- Rests on an assumption: The computational model's separation of age, exposure, and experience yields a valid estimate of underlying ability.
- Findingnone given
Native and non-native learners alike need more time than previously thought to reach their final attainment.
“it takes both native and non-native speakers longer to reach their ultimate level of attainment than has been previously assumed.”
Quote in the paperSubstantial claim- Rests on an assumption: The computational model's separation of age, exposure, and experience yields a valid estimate of underlying ability.
- Findingown data
The learning trajectories of immersion learners who began in the first decade of life are almost indistinguishable.
“Inspection reveals that the learning trajectories for immersion learners who began in the first decade of life (the orange curves) are almost indistinguishable (Fig. 7A).”
Quote in the paperSubstantial claim - Findingown data
Even simultaneous bilinguals do not quite reach monolingual levels.
“our own study finds that even simultaneous bilinguals do not quite reach monolingual levels.”
Quote in the paperSubstantial claim - Findingown data
Immersion learners showed only a minimal decline in ultimate attainment until age of first exposure 12 years, after which the decline became significantly steeper.
“Immersion learners showed only a minimal decline in ultimate attainment until an age of first exposure of 12 years (B = −0.009; 0.01 SDs/year), after which the decline became significantly steeper (B = −0.06; 0.07 SDs/year).”
Quote in the paperSubstantial claim - Findingown data
Later learners also showed a protracted period of learning.
“The results for later learners shown in Fig. 4 similarly suggest a protracted period of learning”
Quote in the paperNot a substantial claim - Findingown data
A similar trend appears for non-immersion learners.
“We see a similar trend for the non-immersion learners (Fig. 7B).”
Quote in the paperNot a substantial claim - Findingown data
Prior findings are well within the variability expected for a sample of N = 69.
“All these prior findings are well within what one would expect for N = 69 (Fig. 8, upper left).”
Quote in the paperSubstantial claim - Findingown data
The final analyzed sample comprised 669,498 participants.
“We address both limitations with a dataset of unprecedented size (669,498 native and non-native English speakers)”
- Also stated in: § 2.3. Participants · plain
“The resulting number of participants for the analyses was 669,498.”
Quote in the paperSubstantial claim- Rests on an assumption: The online volunteer sample adequately represents English speakers, allowing generalization.
- Also stated in: § 2.3. Participants · plain
- Findingown data
Syntax-learning ability starts to decline at an age considerably later than commonly assumed.
“the age at which syntax-learning ability begins to decline is much later than usually suspected”
Quote in the paperSubstantial claim- Rests on an assumption: The computational model's separation of age, exposure, and experience yields a valid estimate of underlying ability.
- Findingown data
Non-native immersion learners who began learning in their late 20s eventually surpassed the youngest native speakers in the dataset.
“even non-native immersion learners who began learning in their late 20 s eventually surpassed the youngest native speakers in our dataset (Fig. 4A).”
Quote in the paperNot a substantial claim - Findingown data
There is no evidence that the ultimate attainment curve reaches a floor around puberty.
“We found no evidence that the ultimate attainment curve reaches a floor at around puberty, as has been previously proposed (Johnson & Newport, 1989).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Johnson & Newport, 1989 source
- Findingown data
The optimal period's length appears the same across language groups.
“Likewise, analysis indicated that the length of the optimal period does not vary across language groups.”
Quote in the paperNot a substantial claim - Findingown data
The model fit the data better than a wide range of alternatives, including models with earlier or later, faster or slower, sharper or smoother declines.
“This model provided a better fit to the data than did a wide range of alternatives, including models with declines that were earlier or later, faster or slower, sharper or smoother.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Syntax acquisition can be modeled as an exponential learning process with a single learning rate and an experience discount factor.
- The authors state this as an assumption: The learning rate is constant until a critical age and then declines according to a sigmoid function.
- The authors state this as an assumption: Simultaneous bilinguals, immigrants, and non-immersion learners receive different amounts of English input, captured by separate experience discount factors.
- Findingown data
Ultimate attainment is fairly consistent for learners who begin before 10-12 years of age.
“we found that ultimate attainment—that is, the level of asymptotic performance—is fairly consistent for learners who begin prior to 10–12 years of age.”
Quote in the paperSubstantial claim - Findingown data
These findings held for both immersion and non-immersion learners.
“Interestingly, these findings held not only for immersion but also non-immersion learners”
Quote in the paperSubstantial claim - Findingown data
Across learners, item difficulty showed a strong correlation irrespective of age at first exposure.
“However, item difficulty was strongly correlated across learners regardless of age of first exposure”
Quote in the paperNot a substantial claim - Findingown data
Native and non-native learners both require around 30 years to reach asymptotic performance, at least in immersion settings.
“we found that native and non-native learners both require around 30 years to reach asymptotic performance, at least in immersion settings.”
Quote in the paperSubstantial claim - Findingown data
Learners who begin as late as 10-12 years old reach similar ultimate attainment to native bilinguals.
“Two sets of analyses of our data suggest that learners who begin as late as 10–12 years old reach similar levels of ultimate attainment as native bilinguals.”
Quote in the paperSubstantial claim - Findingown data
About 29% of the rest reported either multiple first languages or first languages from another family.
“The remaining 29% of participants either had multiple native languages or had native languages belonging to a different family.”
Quote in the paperNot a substantial claim - Findingown data
The model estimates simultaneous bilinguals get just 63% of monolinguals' English input.
“Our model captures this difference as one of exposure, estimating that simultaneous bilinguals receive only 63% as much English input as monolinguals (see Fig. S6).”
Quote in the paperNot a substantial claim - Findingown data
The study replicates earlier reports of an education main effect on ultimate attainment, with post-secondary schooling linked to higher accuracy.
“We confirm prior findings of a main effect of education on ultimate attainment, with post-secondary education resulting in higher accuracy (see Supplementary Materials, “Education Differences”) (Birdsong, 2014; Hakuta et al., 2003).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Birdsong, 2014
Not checked in the free run.
- cites Hakuta et al., 2003 source
- Interpretationreasoning
Those who begin later run out of time before the sharp drop in learning rate at around 17-18 years.
“Those who begin later literally run out of time before the sharp drop in learning rate at around 17–18 years of age.”
Quote in the paperSubstantial claim - Interpretationown data
A 30-year cutoff is reasonable for ensuring asymptotic learning.
“Inspection of Figs. 4 and 5 suggests 30 years old as a reasonable cutoff.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The last age of first exposure at which native-like attainment is still within reach is likely well before 17 years.
“we expect that the last age of first exposure at which native-like attainment is still within reach is likely well prior to 17.”
Quote in the paperSubstantial claim - Premisereasoning
Ultimate-attainment curves do not uniquely determine learning-ability curves; many different ability trajectories can yield the same attainment pattern.
“The same ultimate attainment curve (e.g., Fig. 1E) is consistent with many different learning ability curves (Fig. 1A–D).”
- Also stated in: § 1.1. Learning ability vs. ultimate attainment · boosted
“it is impossible to directly infer developmental changes in underlying ability (the theoretical construct of interest) from age-related changes in ultimate attainment (the empirically available measurements).”
Quote in the paperSubstantial claim0 of 3 sources checked - Also stated in: § 1.1. Learning ability vs. ultimate attainment · boosted
- Interpretationown data
The good fit of the ELSD model and the poorer fit of reasonable alternatives support the existence of a critical period for language acquisition.
“the good fit between model and data, and the poorer fit by reasonable alternatives, offers good support for the existence of a critical period for language acquisition”
Quote in the paperSubstantial claim- The authors state this as an assumption: Syntax acquisition can be modeled as an exponential learning process with a single learning rate and an experience discount factor.
- The authors state this as an assumption: The learning rate is constant until a critical age and then declines according to a sigmoid function.
- The authors state this as an assumption: Simultaneous bilinguals, immigrants, and non-immersion learners receive different amounts of English input, captured by separate experience discount factors.
- Interpretationreasoning
The age at which underlying learning ability declines need not equal the last age at which native-like ultimate attainment is achieved, because language acquisition takes time.
“because language acquisition takes time, there is no reason to suppose that the last age at which native-like ultimate attainment can be achieved is the same as the age at which underlying ability declines”
Quote in the paperSubstantial claim - Premisereasoning
Two very different learning-ability trajectories-one declining steadily from infancy and one dropping suddenly in late adolescence-can produce indistinguishable ultimate-attainment curves.
“Fig. 2 shows that two very distinct ability curves, one with a steady decline from infancy (2A), the other with a sudden drop in late adolescence (2B), can give rise to indistinguishable ultimate attainment curves.”
Quote in the paperSubstantial claim - Interpretationown data
This work offers the first direct estimate of age-related change in grammar-learning ability.
“This allows us to provide the first direct estimate of how grammar-learning ability changes with age”
Quote in the paperSubstantial claim- Rests on an assumption: The computational model's separation of age, exposure, and experience yields a valid estimate of underlying ability.
- Interpretationown data
Even native speakers take a very long time to reach mature native-like proficiency.
“even native speakers—who are able to make full use of the critical period—take a very long time to reach mature, native-like proficiency.”
Quote in the paperSubstantial claim - Interpretationown data
The estimate that the learning rate begins declining at 17.4 years is likely reasonably accurate.
“suggests that our estimate of when the learning rate declines (17.4 years old) is likely to be reasonably accurate.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Syntax acquisition can be modeled as an exponential learning process with a single learning rate and an experience discount factor.
- The authors state this as an assumption: The learning rate is constant until a critical age and then declines according to a sigmoid function.
- The authors state this as an assumption: Simultaneous bilinguals, immigrants, and non-immersion learners receive different amounts of English input, captured by separate experience discount factors.
- Study design and conductown data
Power calculations indicated that separating exposure age, testing age, and experience length would need hundreds of thousands of participants varying in age and language background.
“Initial power calculations suggested that several hundred thousand subjects of diverse ages and linguistic backgrounds would be required to disentangle age of first exposure, age at testing, and years of exposure”
Quote in the paperSubstantial claim - Premisecitation
In lab or initial immersion studies comparing children and adults exposed to comparable material, adults perform better than children.
“Studies that compare children and adults exposed to comparable material in the lab or during the initial months of an immersion program show that adults perform better, not worse, than children”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationreasoning
Research restricted to early learning stages cannot readily identify the source of children's long-term advantage.
“Thus, studies that are confined to the initial stages of learning cannot easily measure whatever it is that gives children their long-term advantage.”
Quote in the paperSubstantial claim - Interpretationown data
Prior inconsistencies can be attributed to the greater precision of the present methods.
“we show that the apparent inconsistencies with prior findings can be explained by the much higher precision afforded by our methods.”
Quote in the paperSubstantial claim- Rests on an assumption: The computational model's separation of age, exposure, and experience yields a valid estimate of underlying ability.
- Premisereasoning
Any study that fails to use sufficiently large samples and ranges will be unable to disentangle these factors, making results ambiguous or uninterpretable.
“Unfortunately, this challenge is insuperable with any study that fails to use sufficiently large samples and ranges, because any imprecision in measuring the effects of amount of exposure on attainment, the effects of age of first exposure on attainment, or both, will render the results ambiguous or even uninterpretable.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Even near-ceiling monolinguals showed measurable differences in grammatical knowledge on the test.
“Thus, our test was sensitive to differences in grammatical knowledge even for monolinguals who were close to ceiling.”
Quote in the paperSubstantial claim- Rests on an assumption: The test items reflect syntactic knowledge, not unrelated participant traits.
- Interpretationown data
Learners must start by 10-12 years of age to reach native-level proficiency.
“Both traditional ultimate attainment analyses and permutation analyses indicated that learners must start by 10–12 years of age to reach native-level proficiency.”
Quote in the paperSubstantial claim - Interpretationreasoning
Someone who started relatively late in the critical period would run out of time to learn at the high rate the critical period provides.
“By implication, someone who started relatively late in the critical period—that is, someone who had limited time to learn at the high rate the critical period provides—would simply run out of time.”
Quote in the paperSubstantial claim - Interpretationreasoning
Differences across findings in the literature could reflect random noise.
“Thus, differences across findings in the literature could reflect nothing more than random noise.”
Quote in the paperSubstantial claim - Study design and conductown data
Critical-item reliability was high overall (Cronbach's alpha = 0.86).
“Reliability for the critical items was high across the entire dataset (Chronbach’s alpha = 0.86).”
Quote in the paperSubstantial claim- Rests on an assumption: The test items reflect syntactic knowledge, not unrelated participant traits.
- Interpretationown data
The analyses of item difficulty offer preliminary support against large differences among syntactic phenomena.
“Our just-discussed analyses of item difficulty provide some initial evidence against substantial differences across syntactic phenomena.”
Quote in the paperNot a substantial claim - Interpretationown data
After accounting for immersion context, experience length, and first-exposure age, there is only limited evidence that learning differs by first language.
“Thus, although speakers of different languages make different mistakes, we find only limited evidence of differences in learning once learning context (immersion vs. non-immersion), years of experience, and age at first exposure are taken into account.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Small studies cannot detect the relatively small differences between learners who began just within versus just after the optimal period.
“Although a small study can detect very large effects, the differences between learners who began just within the optimal period and those who began just after are relatively small (Fig. 6) and thus undetectable with a low-power study.”
Quote in the paperSubstantial claim - Interpretationreasoning
The plateau's end must stem from late-adolescent changes, not childhood ones, whether those changes are biological, social, or environmental.
“The end of the plateau period must be due to changes in late adolescence rather than childhood, whether they are biological, social, or environmental.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
- Study design and conductown data
The larger sample size allows fairly precise estimates.
“our larger sample size allows for fairly precise estimates (Fig. 8).”
Quote in the paperSubstantial claim - Interpretationown data
The data conflict with the idea that first-language interference scales with how much of the first language was learned.
“While it has generally been assumed that interference from the first language would be proportional to the amount of first language learned—something inconsistent with our data—we cannot rule out the possibility of non-linear interference.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
- Interpretationown data
The results specify the critical period's shape for second-language learning: a plateau then a steady decline.
“Most importantly, they clarify the shape of the well-attested critical period for second-language acquisition: a plateau followed by a continuous decline.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
- Interpretationown data
No single language made up more than a small share of either immersion or non-immersion learners.
“Thus, no language contributed more than a small fraction of the immersion or non- immersion learners (Fig. 3C).”
Quote in the paperNot a substantial claim - Interpretationown data
Prior conclusions were probably overfit to point estimates.
“as our simulations show, these conclusions were probably overfit to point estimates.”
Quote in the paperSubstantial claim - Interpretationreasoning
The critical period cannot be explained by the diminished likelihood that adolescent and adult immigrants will be immersed in an environment of native speakers and identify with the new culture.
“to the diminished likelihood that adolescent and adult immigrants will be immersed in an environment of native speakers and identify with the new culture,5”
Quote in the paperSubstantial claim- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
- Interpretationreasoning
Prior studies with fewer than 250 subjects largely reflect statistical noise.
“This suggests that the results of those prior studies, all but one of which has fewer than 250 subjects, largely reflect statistical noise.”
Quote in the paperSubstantial claim - Interpretationown data
Prior findings were too noisy to provide precise estimates.
“our simulations showed that the prior findings were in fact too noisy to provide precise estimates.”
Quote in the paperSubstantial claim - Study design and conductown data
The samples for individual languages are too small.
“However, our samples of individual languages are too small.”
Quote in the paperNot a substantial claim - Interpretationown data
The data contradict any hypothesis locating the decline in childhood.
“In short, these data are inconsistent with any hypothesis that places the decline in childhood—which is to say, every prior specific hypothesis that we know of.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
- Interpretationown data
These analyses give no indication that first-language differences in the sample strongly confounded the findings.
“Whatever these analyses say about language-learning in general, they do not provide any evidence that our findings were heavily confounded by differences across the native languages in our sample.”
Quote in the paperSubstantial claim
- May combine two claims. 48
- Classified as probably not a substantial claim. 43
May combine two claims.
PremisecitationPercentage-point differences are unequal in meaning, larger near the extremes than near 50%, and percentage scoring creates ceiling effects that raise Type I and Type II error rates.
“Specifically, percentage points are not all of equal value, being more meaningful closer to 0% or 100% than when near 50% (Jaeger, 2008). That is, the difference between 95% and 96% is “larger” than the difference between 55% and 56%. Thus, the use of percentages artificially imposes ceiling effects, inflating both Type I and Type II error rates, particularly for interactions.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Jaeger, 2008 source
The passage on binomial variance (labelled Abstract in our copy; page unavailable) says differences near 0.5 matter less than differences near 0 or 1. The paper also describes spurious ANOVA interactions and an interaction that could be missed when proportions appear equal. It does not say that percentage scoring itself creates ceiling effects or establish that it inflates both Type I and Type II error rates; its example instead involves participants performing close to ceiling. (LLM, conf=0.86)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationNeither typical university participant pools nor services such as Amazon Mechanical Turk offer sufficient size or diversity.
“The standard undergraduate subject pools are not nearly large or diverse enough to achieve this, nor are crowdsourcing platforms like Amazon Mechanical Turk (Stewart et al., 2015).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Stewart et al., 2015 source
The Discussion (p. 7) estimates that a typical laboratory can reach about 7,300 MTurk workers—only a few times the active pool at a typical university—and warns that this may be surprisingly small. The Introduction (p. 1) says MTurk is more representative than an undergraduate sample, but the paper does not establish that MTurk lacks sufficient diversity or that either pool is too small for the citing sentence’s unspecified goal. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationNeural network models can display first-language interference and surprising nonlinear behavior.
“Neural network models, which are capable of showing interference from a first language (Hernandez et al., 2005), can exhibit surprising nonlinearities (Haykin, 1999; Hernandez et al., 2005).”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Haykin, 1999
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Hernandez et al., 2005 source
The Introduction describes DevLex as a neural-network model and says that, in its terms, second-language words can remain dependent on first-language forms. This supports the first-language interference part. The passages do not say that neural-network models exhibit surprising nonlinearities; a search for nonlinear behavior did not find that point in our copy. Page numbers were not provided. (LLM, conf=0.83)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSome cognitive abilities, including procedural memory, lack well-characterized developmental trajectories.
“However, the developmental trajectories of some cognitive abilities, such as procedural memory, have not been well characterized (Fuhrmann et al., 2015; Hartshorne & Germine, 2015).”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites Fuhrmann et al., 2015 source
The sections on cognitive control and memory and on plasticity in working memory describe developmental changes, but do not say that the trajectories of some cognitive abilities are poorly characterized. Searches for procedural memory and for poorly characterized developmental trajectories found no passage addressing that point; the working-memory section’s uncertainty concerns the effects of training across age groups instead. (LLM, conf=0.73)
Experimental — accuracy not yet measured - cites Hartshorne & Germine, 2015 source
The General Discussion says that questions about age-related differences between cognitive abilities remain unresolved, supporting the broad point that some trajectories are not well characterized. The paper does not address procedural memory, so it does not support that example specifically. The indexed passages provide section labels but no page numbers. (LLM, conf=0.79)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSome researchers propose that adolescence may contain several biologically driven critical periods.
“some researchers have suggested that adolescence may involve a number of different biologically-driven critical periods (Crews, He, & Hodge, 2007; Fuhrmann, Knoll, & Blakemore, 2015; see also Ghitza & Gelman, 2014).”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Crews et al., 2007 source
- cites Fuhrmann et al., 2015 source
The 'Brain development in adolescence' section says adolescence has been proposed as a sensitive period involving heightened neural plasticity, and identifies three domains in which plasticity may be heightened. The 'Models of plasticity in adolescence' section describes possible developmental profiles, but does not propose several distinct biologically driven critical periods within adolescence. Page numbers are unavailable in our copy. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Ghitza & Gelman, 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Findingown dataAs statistical power increased, variability in estimates dropped, making a substantial difference in correlations before and after age 16 increasingly unlikely.
“As power increased, the variability in the estimates dropped dramatically, with more highly-powered studies being increasingly unlikely to find any substantial difference in the correlations before and after 16 years old.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataNative speakers did not reach asymptotic performance until around 30 years old, though most learning occurred in the first 10-20 years.
“Inspection of Fig. 5B suggests that native speakers did not reach asymptote until around 30 years old, though most of the learning takes place in the first 10–20 years.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe youngest native speakers in the dataset, about 7 years old, already scored very well on the quiz.
“our youngest native speakers (~7 years old) were already scoring very well on our quiz (Fig. 5B).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNon-immersion learners showed no decline from 4 to 9 years, followed by a steep decline.
“Non-immersion learners showed similar results: From 4 years to 9 years, proficiency showed no decline (in fact it increased slightly; B = 0.01; 0.01 SDs/year), followed by a steep decline (B = −0.06; 0.07 SDs/year).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataImmersion learners with average exposure ages of 2, 5, and 8 years did not differ significantly from simultaneous bilinguals, while later learners had significantly lower curves.
“These analyses revealed that the performance curves for immersion learners with average exposure ages of 2, 5, and 8 years were not significantly different from those of simultaneous bilinguals (exposure age = 0; ps > 0.31), while the curves for later learners were significantly lower (ps < 0.01).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe sample was demographically diverse.
“The sample was demographically diverse (Fig. 3).”
Quote in the paperNot a substantial claim- Rests on an assumption: The online volunteer sample adequately represents English speakers, allowing generalization.
May combine two claims.
Findingown dataThe best-fitting ELSD model had an R2 of 0.89 and a learning-rate change starting at 17.4 years.
“The best-fitting model (R2 = 0.89) involved a rate change beginning at 17.4 years (Fig. 4E).”
Quote in the paperSubstantial claim- The authors state this as an assumption: Syntax acquisition can be modeled as an exponential learning process with a single learning rate and an experience discount factor.
- The authors state this as an assumption: The learning rate is constant until a critical age and then declines according to a sigmoid function.
- The authors state this as an assumption: Simultaneous bilinguals, immigrants, and non-immersion learners receive different amounts of English input, captured by separate experience discount factors.
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataAt least 1000 native speakers represented each of 38 languages, excluding multilinguals.
“Thirty-eight languages were represented by at least 1000 native speakers, not counting individuals who had multiple native languages.”
Quote in the paperNot a substantial claim- Rests on an assumption: The online volunteer sample adequately represents English speakers, allowing generalization.
May combine two claims.
Findingown dataThe ELSD model fit significantly better than a no-change model (R2 = 0.66) and a step-function model (R2 = 0.70).
“The fit was significantly better than the best fit for alternative models in which learning rate did not change (R2 = 0.66) or changed according to a step function with no further decline in the learning rate after the initial drop (R2 = 0.70).”
Quote in the paperSubstantial claim- The authors state this as an assumption: Syntax acquisition can be modeled as an exponential learning process with a single learning rate and an experience discount factor.
- The authors state this as an assumption: The learning rate is constant until a critical age and then declines according to a sigmoid function.
- The authors state this as an assumption: Simultaneous bilinguals, immigrants, and non-immersion learners receive different amounts of English input, captured by separate experience discount factors.
May combine two claims.
Findingown dataThe same pattern appeared for hard syntactic phenomena and for easy ones usually acquired early.
“This finding held not only for “difficult” syntactic phenomena but also for “easy” syntactic phenomena that are normally mastered early in acquisition.”
Quote in the paperSubstantial claim- Rests on an assumption: The computational model's separation of age, exposure, and experience yields a valid estimate of underlying ability.
May combine two claims.
Findingown dataGirls' learning ability does not decline earlier than boys', even though girls reach puberty sooner.
“Also casting doubt on the effect of hormones is our finding that girls do not show a decline in learning ability before boys do, despite their earlier age of puberty (see Supplementary Materials).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataUltimate-attainment differences between language groups were small and mostly unreliable.
“In fact, the differences across language groups were small (see Fig. S14) and generally not reliable.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe study found no evidence that the learning rate slowed at different times for items mastered early (ages 7-8) versus items mastered only by older monolinguals; the best-fitting models estimated slowing at 17.3 and 18.2 years, respectively.
“We found no evidence of such a difference: In the best-fitting models of learning, the learning rate began to slow at approximately the same time for the 47 items that are mastered by the youngest monolingual English-speakers in the sample (ages 7–8) as for the 48 items that are mastered only by the older ones: 17.3 years old and 18.2 years old, respectively.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataAmong immersion and non-immersion learners, the largest language families were Uralic (54,664), Slavic (41,640), West Germanic (38,385), Romance (40,476), Turkic (29,816), and Chinese (15,161).
“The best-represented language families among immersion and non-immersion learners were Uralic (N = 54,664), Slavic (N = 41,640), West Germanic (N = 38,385), Romance (N = 40,476), Turkic (N = 29,816), and Chinese (N = 15,161).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAny effect of older subjects being better at test-taking is inconsistent and small.
“As inspection of the figures indicates, any such effect is inconsistent and small.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataMost analyses supported the null of no difference between a target language and the others, and group differences were inconsistent: Romance led for age-0 starters, West Germanic for 1-5 years, and Chinese for 6-10 years.
“In most cases, analyses favored the null hypothesis (no difference between the target language and the other languages), and differences across language groups were inconsistent: among learners who began at age 0, the best-performing language group was Romance, for learners beginning at 1–5 years old, it was West Germanic, and for learners who began at 6–10 years old, it was Chinese.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAfter age 10-12, attainment declines continuously with age of first exposure, with no evidence that the relationship stops at a particular age.
“After that age, we find a continuous decline in attainment as a function of age of first exposure, with no evidence that this relationship ceases after a particular age”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataEvidence for learning-curve differences was somewhat stronger: simultaneous English-Chinese speakers differed from others, while Romance or West Germanic simultaneous bilinguals followed the overall pattern.
“We found slightly more evidence for differences in learning curves. In particular, simultaneous English-Chinese speakers could be distinguished from the rest, whereas simultaneous bilinguals who spoke Romance or West Germanic languages both matched the overall pattern.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn the sample, Chinese and West Germanic speakers usually began immersion English earlier than Turkic or Uralic speakers (5.2 and 5.9 years vs. 13.4 and 14.8 years).
“For instance, in our dataset, speakers of Chinese and Western Germanic languages tended to start learning English in immersion settings earlier than speakers of Turkic or Uralic languages (5.2 and 5.9 years old vs. 13.4 and 14.8 years old, respectively).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataSimulations suggest prior null results were false negatives due to low power; high-power simulations suggested an optimal period ending in early or middle childhood.
“Our simulations suggest these prior findings were false negatives due to low power: Like the majority of prior studies, low-power simulations elicited largely null results, whereas high-power simulations suggested an optimal period ending in early or middle childhood (Fig. 8, right).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe study extends the simultaneous-bilingual disadvantage to syntax, visible across the lifespan.
“We extend this finding to syntax, where it is apparent throughout the lifespan Fig. 5B).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe study also finds a gender main effect, with females scoring more accurately.
“We likewise find a main effect for gender, with higher accuracy by females (see Supplementary Materials, “Gender Differences”).”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationChildhood second-language learners often resemble native speakers, whereas adult-onset learners frequently retain an accent and make grammatical errors.
“People who learned a second language in childhood are difficult to distinguish from native speakers, whereas those who began in adulthood are often saddled with an accent and conspicuous grammatical errors.”
Quote in the paperSubstantial claim0 of 3 sources checkedClassified as probably not a substantial claim.
PremisecitationThe causes and character of the second-language critical period remain poorly understood.
“However, neither the nature nor the causes of this “critical period” for second language acquisition are well understood.”
Quote in the paperSubstantial claim0 of 3 sources checkedClassified as probably not a substantial claim.
Study design and conductown dataThose with inconsistent or implausible demographic answers were removed.
“We further excluded participants who gave inconsistent or implausible responses to the demographic questions”
Quote in the paperSubstantial claim- Rests on an assumption: Self-reported current age, first English exposure age, and time in an English-speaking country are accurate.
Classified as probably not a substantial claim.
Study design and conductown dataOf 132 final items, 95 were critical: those where at least 70% of native English-speaking adults aged 18-70 in each of 13 dialects chose the same answer.
“The final set of 132 items is provided in the Supplementary Materials. Of these, 95 were critical items, defined as items for which the same response was selected by at least 70% of the native English speaking adults 18–70 years old in our full dataset in each of thirteen broadly-defined English dialects”
Quote in the paperSubstantial claim- Rests on an assumption: Items selected by high native-speaker agreement validly index proficiency.
Classified as probably not a substantial claim.
PremisereasoningUnderstanding age-related changes in language-learning ability requires separating it from exposure age, experience length, and testing age.
“to understand how language-learning ability changes with age, we must disentangle it from age of exposure, years of experience, and age at testing.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataFor non-immersion learners, the ceiling was lower but the overall pattern was the same: little difference among learners starting within the first decade, with a noticeable drop for later learners.
“For non-immersion learners, the ceiling was lower but the overall story was the same: little difference between learners who start within the first decade of life, with a ceiling that noticeably drops for later learners.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationThe duration of the critical period, whether ability falls smoothly or sharply after it, and whether adult decline continues or levels off are all unresolved.
“We do not even know how long the critical period lasts, whether learning ability declines gradually or precipitously once it is over, or whether the ability continues to decline throughout adulthood or instead reaches a floor”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
Premisenone givenUnderlying learning ability cannot be observed directly and is hard to measure.
“Unfortunately, learning ability is a hidden variable that is difficult to measure directly.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductown dataAfter smoothing and filtering, the analysis retained 244,840 monolinguals, 44,412 immersion learners, and 257,998 non-immersion learners.
“leaving 244,840 monolinguals, 44,412 immersion learners, and 257,998 non-immersion learners.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
PremisereasoningRecovering the underlying ability trajectory requires a language measure with enough sensitivity.
“Moreover, an underlying ability curve can be ascertained only if the measure of language attainment is sufficiently sensitive”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationOnly one previous dataset, based on US Census data, had sufficient sample size, but it used a four-point self-report of proficiency that is unlikely to be precise.
“Only one previous dataset, based on US Census data, reaches sufficient sample size (Hakuta et al., 2003; Stevens, 1999). However, this study was based on a self-report of proficiency on a four-point scale, which is unlikely to have much precision.”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
PremisereasoningAn abrupt attainment decline starting around age 10 is compatible with either gradual ability decline from infancy or a sudden learning-rate drop at 15.
“Conversely, a rapid drop in ultimate attainment beginning at age 10 could be explained by a continuous decline in learning ability beginning in infancy (Fig. 2C) or by a discontinuous drop in learning rate at 15 years old (Fig. 2D).”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationIrregular-verb over-regularizations appear in just 0.75% of utterances and 2.5% of past-marked irregular verbs.
“over-regularizations of irregular verbs, such as runned and breaked, are among the most frequently noted errors in preschoolers’ speech (Pinker, 1999), despite occurring in only 0.75% of utterances (and on 2.5% of past-marked irregular verbs; Marcus et al., 1992).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Pinker, 1999
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Marcus et al., 1992 source
May combine two claims.
Interpretationown dataThe findings favor a sharply bounded critical period for language learning, with an offset age far later than earlier proposals.
“The results support the existence of a sharply-defined critical period for language acquisition, but the age of offset is much later than previously speculated.”
Quote in the paperSubstantial claim- Rests on an assumption: The computational model's separation of age, exposure, and experience yields a valid estimate of underlying ability.
May combine two claims.
InterpretationreasoningFinding a 0.75% error requires substantial data; a preschooler needs 92 utterances for a better-than-even chance of one over-regularization.
“Detecting an error that occurs as little as 0.75% of the time requires a lot of data: A preschooler has to produce 92 utterances to have a better than even chance of producing an over-regularization.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationNative proficiency entails extreme accuracy; an error rate of 0.75% is conspicuous immaturity in language.
“Indeed, the concept of native proficiency entails extreme levels of accuracy. An error rate that would be considered excellent in other academic or psychological settings, such as 0.75%, represents a conspicuous immaturity in the context of language.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Pinker, 1999
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Marcus et al., 1992 source
May combine two claims.
Study design and conductreasoningMonolingual reliability exceeded chance (0.66), suggesting their sparse errors were neither random nor confined to a few poor items.
“However, reliability for monolinguals was still well above chance (0.66), indicating that what few errors they made were not randomly distributed (as would be expected from mere sloppiness) nor concentrated on a few “bad” items”
Quote in the paperNot a substantial claim- Rests on an assumption: The test items reflect syntactic knowledge, not unrelated participant traits.
Classified as probably not a substantial claim.
InterpretationreasoningEven conspicuous errors require testing numerous participants across numerous items.
“Thus, to detect even “conspicuous” errors, such as childhood over-regularization, we need to test many subjects on many items.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationown dataThese findings are consistent with the protracted learning trajectory observed in the data.
“These findings are consistent with the protracted trajectory of learning that we observe in our data”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataTwo other methods of estimating changes in slope gave similar results.
“Two other methods of estimating changes in slope provided similar results”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
Study design and conductnone givenThe results seem robust across multiple analyses.
“these findings appear robust and emerge in a variety of different analyses.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataAges below 7 and above 89 were treated as implausible and removed.
“we excluded participants younger than 7 and older than 89 as implausible.”
Quote in the paperNot a substantial claim- Rests on an assumption: Self-reported current age, first English exposure age, and time in an English-speaking country are accurate.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataAbout four fifths of syntax-question completers also filled out the demographic survey.
“Approximately 80% of subjects who completed the syntax questions also completed this demographic questionnaire.”
Quote in the paperNot a substantial claim- Rests on an assumption: Self-reported current age, first English exposure age, and time in an English-speaking country are accurate.
May combine two claims.
Study design and conductreasoningUsing diverse syntactic items gives broader coverage than many earlier studies and reduces first-language transfer effects.
“This broad approach has two advantages. First, it provides a more comprehensive assessment of syntactic phenomena than many prior studies, which focused on a smaller number of phenomena (Flege, Yeni-Komshian, & Liu, 1999; Johnson & Newport, 1989; Mayberry & Lock, 2003). Second, this diversity provides some robustness to transfer from the first language.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Flege, Yeni-Komshian, & Liu, 1999 source
- cites Johnson & Newport, 1989 source
- cites Mayberry & Lock, 2003 source
- Rests on an assumption: The test items reflect syntactic knowledge, not unrelated participant traits.
May combine two claims.
Interpretationown dataGrammar-learning ability is preserved throughout childhood and declines rapidly in late adolescence.
“Taken together, the analyses above all point to a grammar-learning ability that is preserved throughout childhood and declines rapidly in late adolescence.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Syntax acquisition can be modeled as an exponential learning process with a single learning rate and an experience discount factor.
- The authors state this as an assumption: The learning rate is constant until a critical age and then declines according to a sigmoid function.
- The authors state this as an assumption: Simultaneous bilinguals, immigrants, and non-immersion learners receive different amounts of English input, captured by separate experience discount factors.
Probably not a substantial claim: may not pass S2 (checkable).
Interpretationown dataThe analyses indicate the findings are fairly robust, especially relative to earlier work.
“The analyses above suggest that our findings are reasonably robust, particularly in comparison to those of previous studies.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningBecause the quiz covered many phenomena, each type has few items, so separating item-level from type-level differences is hard.
“Unfortunately, our quiz was designed to cover a wide range of phenomena, and thus we have few items of any given type, making it difficult to distinguish differences between items and differences between item types.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataMost analyses depended on age of first exposure rather than current age, which should weaken effects of current age.
“most of our analyses did not depend on the current age of the subject but on their age at first exposure, which should weaken any effects of current age.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationown dataThese findings are consistent with the learning-rate results.
“These findings are consistent with our results for learning rate.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductown dataAveraging within bins is hard to apply to data subsets, as many bins contain few or no subjects.
“This is not applied easily to subsets of the data: too many bins have few or no subjects.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
Premisenone givenWritten tests require literacy.
“Written tests require literacy.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisereasoningListening places high demands on speed and memory, and speech must be analyzed by non-native acoustic phonetics and phonology, which the study does not test.
“Listening places high demands on speed and memory (one can re-read but not rehear), and the speech must be analyzed by non-native acoustic phonetics and phonology, which we do not test here.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationDifferences between production and comprehension and between written and oral modalities can affect comparisons between native and non-native speakers.
“Certainly, differences between production and comprehension and between written and oral modalities can affect comparisons between native and non-native speakers (Bialystok & Miller, 1999).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bialystok & Miller, 1999 source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenProduction allows one to strategically avoid difficult and imperfectly learned words and constructions.
“Production allows one to strategically avoid difficult and imperfectly learned words and constructions.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningIt cannot be concluded that differences in stimuli or population do not matter for ultimate attainment; only that studying such effects requires very large datasets.
“we cannot conclude that differences in stimuli or population do not matter for ultimate attainment, only that studying such effects requires very large datasets.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductnone givenThere is no computationally practical way to compare model fits across different datasets.
“In any case, we lack a computationally tractable method for comparing model fits for different datasets.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataToo few subjects made most other comparisons impossible.
“Most other comparisons were not possible due to insufficiently many subjects (see Supplementary Materials).”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThe findings probably do not depend on a single language or family, since participants reported over 6000 native languages or combinations.
“Our results are unlikely to be specific to any one language or language family: Participants listed more than 6000 native languages or combinations of them.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataPower analyses indicate the sample could detect only fairly large effects, so smaller differences remain possible.
“That said, power analyses suggest that we only had sufficient subjects to detect relatively large effects, meaning that we cannot rule out more subtle differences (see Supplementary Materials, under “Item Effects”).”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThe learning-curve differences are small and appear to reflect somewhat faster early learning among Chinese speakers.
“However, the actual differences are subtle and seem to reflect slightly faster initial learning by the Chinese speakers (Fig. S18).”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe critical period is not explainable by early-life neuronal death or syntactic pruning, nor by adrenarche- or puberty-related hormonal shifts.
“Thus the critical period cannot be attributed to neuronal death or syntactic pruning in the first few years of life, nor to hormonal changes surrounding adrenarche or puberty (Johnson & Newport, 1989; Lenneberg, 1967; Pinker, 1994).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Johnson & Newport, 1989 source
- cites Lenneberg, 1967 source
- cites Pinker, 1994
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
May combine two claims.
Study design and conductown dataSince the data are unevenly spread across ages and learner conditions, some conditions (e.g., monolinguals) may be over-fitted at the expense of others.
“Specifically, because our data are unevenly distributed across ages and learner conditions, we risk over-fitting certain conditions (such as monolinguals) at the expense of others.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenResults from any modality must reflect underlying grammatical ability at least to some degree.
“Results from any modality must reflect underlying grammatical ability at least to some degree”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPeople with different first languages produce distinctive errors in English.
“It is uncontroversial that speakers of different native languages make characteristic mistakes when speaking English (Schachter, 1990, among others)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Schachter, 1990 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSome prior studies suggest that ultimate attainment patterns differ by first language, but low power calls for caution.
“More systematically, some studies have suggested different patterns of ultimate attainment for speakers of different native languages (Bialystok & Miller, 1999), though caution is warranted given the extremely low power for such studies”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bialystok & Miller, 1999 source
May combine two claims.
Interpretationown dataGrammar-learning ability for a new language, while weaker in adults than children, remains largely or fully intact until near adulthood.
“Crucially, the investigation of these issues—all of which have long been of interest but difficult to address—can now be guided by the finding that the ability to learn the grammar of a new language, though indeed compromised in adults compared to children, is largely or entirely preserved up to the cusp of adulthood.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationThe result aligns with prior work indicating that a sensitive enough test can separate even highly proficient bilinguals from monolinguals.
“This finding is consistent with some earlier work suggesting that a sufficiently sensitive test can distinguish even highly proficient bilinguals from monolinguals (Abrahamsson & Hyltenstam, 2008, 2009).”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataSince the data are second-language performance, they do not directly test age effects on first-language learning.
“Finally, because our dataset consists of people’s performance in a second language, it does not directly address the question of how age affects the learning of a first language.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEvidence indicates that perceptual critical periods involve complex neurochemical and epigenetic promotion and braking of synaptic pruning and growth.
“Current evidence suggests that critical periods in perception involve a complex interplay of neurochemical and epigenetic promoters and brakes for both synaptic pruning and outgrowth (Werker & Hensch, 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Werker & Hensch, 2015 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEarlier research indicates simultaneous bilinguals attain lower phonological proficiency than single-first-language speakers.
“First, prior work has indicated that simultaneous bilinguals do not reach the same level of proficiency in phonology as individuals with a single first language (Sebastián-Gallés et al., 2005).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sebastián-Gallés et al., 2005 source
May combine two claims.
Interpretationown dataNeither education nor gender appears to interact with first-exposure age, making them probably irrelevant to critical periods.
“In neither case do these main effects appear to interact with age at first exposure, and so they are unlikely to be relevant for critical periods.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenSyntax learning unfolds over much longer periods and entails acquiring a complex, interconnected system.
“In contrast, syntax acquisition takes place over much longer intervals and involves learning a complex, interlocking system.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationThat pattern is compatible with language-specific maturation.
“This observation is consistent with the possibility of language-specific maturation.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The present findings are reasonably robust.
- The authors state this as an assumption: The present results apply broadly to syntax acquisition by diverse learners.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenCognitive testing has mostly targeted simple abilities measurable in one brief session, such as working memory.
“Moreover, cognitive testing has largely focused on simple abilities that can be measured in a single, short session (e.g., working memory).”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Self-reported current age, first English exposure age, and time in an English-speaking country are accurate.
“Participants who did not report speaking English from birth were asked at what age they began learning English, how many years they had lived in an English-speaking country”
The paper relies on this without support.
The online volunteer sample adequately represents English speakers, allowing generalization.
“we developed an Internet quiz we hoped would be sufficiently appealing as to attract large numbers of participants.”
The paper relies on this without support.
The test items reflect syntactic knowledge, not unrelated participant traits.
“We took a shotgun approach to assessing syntax, using as diverse a set of items as we could fit into a short quiz”
The paper relies on this without support.
Items selected by high native-speaker agreement validly index proficiency.
“95 were critical items, defined as items for which the same response was selected by at least 70% of the native English speaking adults 18–70 years old in our full dataset in each of thirteen broadly-defined English dialects”
The paper relies on this without support.
The computational model's separation of age, exposure, and experience yields a valid estimate of underlying ability.
“a computational model that estimates the trajectory of underlying learning ability by disentangling current age, age at first exposure, and years of experience”
The paper relies on this without support.
Language acquisition is not instantaneous.
“The questions are different because language acquisition is not instantaneous.”
The authors state this as an assumption.
Syntax acquisition can be modeled as an exponential learning process with a single learning rate and an experience discount factor.
“we modeled syntax acquisition as a simple exponential learning process”
The authors state this as an assumption.
The learning rate is constant until a critical age and then declines according to a sigmoid function.
“We modeled a possible developmental change in the learning rate r as a piecewise function in which r is constant from birth to age tc, whereupon it declines according to a sigmoid”
The authors state this as an assumption.
Simultaneous bilinguals, immigrants, and non-immersion learners receive different amounts of English input, captured by separate experience discount factors.
“E is an experience discount factor, modeled separately for simultaneous bilinguals, immigrants, and non-immersion learners, reflecting the fact that they may receive less English input than monolinguals.”
The authors state this as an assumption.
The present findings are reasonably robust.
“on the presumption that they prove to be (reasonably) robust”
The authors state this as an assumption.
The present results apply broadly to syntax acquisition by diverse learners.
“On the assumption that the present results apply broadly to syntax acquisition by diverse learners”
The paper relies on this without support.
Adult learners rarely, if ever, achieve the same level of mastery as those who started in childhood.
“adult learners rarely, if ever, achieve the same level of mastery as those who started in childhood.”
Cites
An Introduction to the Bootstrap
Efron, B., & Tibshirani, R. J. (1994) · doi:10.1201/9780429246593 · Cited by 40,500 · see citing works
An Introduction to the Bootstrap
Efron, B., & Tibshirani, R. J. (1993) · doi:10.1007/978-1-4899-4541-9 · Cited by 21,230 · see citing works
Mixed-effects modeling with crossed random effects for subjects and items
Baayen, R. H., Davidson, D. J., & Bates, D. M. (2008) · Journal of Memory and Language · doi:10.1016/j.jml.2007.12.005 · Cited by 8,540 · see citing works
Multivariate Adaptive Regression Splines
Friedman, J. H. (1991) · The Annals of Statistics · doi:10.1214/aos/1176347963 · Cited by 8,108 · see citing works
The Biological Foundations of Language
Lenneberg, E. H. (1967) · Hospital Practice · doi:10.1080/21548331.1967.11707799 · Cited by 6,605 · see citing works
Pinker, S. A. (1994) · PsycEXTRA Dataset · doi:10.1037/e412952005-009 · Cited by 5,879 · see citing works
Self-citationCategorical data analysis: Away from ANOVAs (transformation or not) and towards logit mixed models
Jaeger, T. F. (2008) · Journal of Memory and Language · doi:10.1016/j.jml.2007.11.007 · Cited by 3,317 · cited 1× · see citing works
“Specifically, percentage points are not all of equal value, being more meaningful closer to 0% or 100% than when near 50% (Jaeger, 2008).”
BackgroundJohnson, J. S., & Newport, E. L. (1989) · Cognitive Psychology · doi:10.1016/0010-0285(89)90003-0 · Cited by 2,724 · see citing works
A practical solution to the pervasive problems ofp values
Wagenmakers, E.-J. (2007) · Psychonomic Bulletin & Review · doi:10.3758/bf03194105 · Cited by 2,490 · see citing works
Is Adolescence a Sensitive Period for Sociocultural Processing?
Blakemore, S.-J., & Mills, K. L. (2014) · Annual Review of Psychology · doi:10.1146/annurev-psych-010213-115202 · Cited by 2,264 · cited 1× · see citing works
“…on neural development in the childhood years, the brain undergoes significant changes through adolescence and early adulthood (Blakemore & Mills, 2014; Mills, Lalonde, CLasen, Giedd, & Blakemore, 2014; Pinto, Hornby, Jones, & Murphy, 2010; Shafee, Buckner, & Fischl, 2015; Tamnes et al., 2010).”
The language-as-fixed-effect fallacy: A critique of language statistics in psychological research
Clark, H. H. (1973) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(73)80014-3 · Cited by 2,226 · see citing works
Maturational constraints on language learning
Newport, E. L. (1990) · Cognitive Science · doi:10.1207/s15516709cog1401_2 · Cited by 1,738 · see citing works
THE ROBUSTNESS OF CRITICAL PERIOD EFFECTS IN SECOND LANGUAGE ACQUISITION
DeKeyser, R. M. (2000) · Studies in Second Language Acquisition · doi:10.1017/s0272263100004022 · Cited by 1,432 · see citing works
Words and rules: the ingredients of language
(2000) · Choice Reviews Online · doi:10.5860/choice.37-5964 · Cited by 1,230 · see citing works
Adolescence as a sensitive period of brain development
Fuhrmann, D., Knoll, L. J., & Blakemore, S.-J. (2015) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2015.07.008 · Cited by 1,158 · see citing works
Adolescent cortical development: A critical period of vulnerability for addiction
Crews, F., He, J., & Hodge, C. (2007) · Pharmacology Biochemistry and Behavior · doi:10.1016/j.pbb.2006.12.001 · Cited by 1,091 · see citing works
Overregularization in language acquisition
Marcus, G. F., Pinker, S., Ullman, M., Hollander, M., Rosen, T. J., Xu, F., & Clahsen, H. (1992) · Monographs of the Society for Research in Child Development · doi:10.2307/1166115 · Cited by 1,065 · see citing works
Self-citationAge constraints on second-language acquisition
Flege, J. E., Yeni-Komshian, G. H., & Liu, S. (1999) · Journal of Memory and Language · doi:10.1006/jmla.1999.2638 · Cited by 989 · see citing works
Weber-Fox, C. M., & Neville, H. J. (1996) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1996.8.3.231 · Cited by 883 · see citing works
Abrahamsson, N., & Hyltenstam, K. (2009) · Language Learning · doi:10.1111/j.1467-9922.2009.00507.x · Cited by 815 · see citing works
Hartshorne, J. K., & Germine, L. T. (2015) · Psychological Science · doi:10.1177/0956797614567339 · Cited by 788 · see citing works
Self-citationTamnes, C. K., Østby, Y., Fjell, A. M., Westlye, L. T., Due-Tønnessen, P., & Walhovd, K. B. (2010) · Cerebral Cortex · doi:10.1093/cercor/bhp118 · Cited by 779 · see citing works
Critical periods in speech perception: New directions
Werker, J. F., & Hensch, T. K. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-010814-015104 · Cited by 774 · see citing works
DEoptim : An R Package for Global Optimization by Differential Evolution
Mullen, K. M., Ardia, D., Gil, D., et al. (2011) · Journal of Statistical Software · doi:10.18637/jss.v040.i06 · Cited by 722 · see citing works
On the Evidence for Maturational Constraints in Second-Language Acquisition
Birdsong, D., & Molis, M. (2001) · Journal of Memory and Language · doi:10.1006/jmla.2000.2750 · Cited by 643 · see citing works
The critical period for language acquisition: Evidence from second language learning
Snow, C. E., & Hoefnagel-Hohle, M. (1978) · Child Development · doi:10.2307/1128751 · Cited by 607 · see citing works
Age, rate, and eventual attainment in second language acquisition
Krashen, S. D., Long, M. A., & Scarcella, R. C. (1979) · TESOL Quarterly · doi:10.2307/3586451 · Cited by 581 · see citing works
Age and second language acquisition and processing: A selective overview
Birdsong, D. (2006) · Language Learning · doi:10.1111/j.1467-9922.2006.00353.x · Cited by 544 · see citing works
Competence Differences Between Native and Near-Native Speakers
Coppieters, R. (1987) · Language · doi:10.2307/415005 · Cited by 494 · see citing works
Hakuta (2003) · doi:10.1111/1467-9280.01415 · Cited by 479 · see citing works
Number sense across the lifespan as revealed by a massive Internet-based sample
Halberda, J., Ly, R., Wilmer, J. B., Naiman, D. Q., & Germine, L. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1200196109 · Cited by 477 · see citing works
Granena, G., & Long, M. H. (2013) · Second Language Research · doi:10.1177/0267658312461497 · Cited by 475 · see citing works
The Handbook of Second Language Acquisition
(2005) · Blackwell Publishing Ltd eBooks · doi:10.1111/b.9781405132817.2005.00002.x · Cited by 462 · see citing works
The interface of language and theory of mind
de Villiers, J. (2007) · Lingua · doi:10.1016/j.lingua.2006.11.006 · Cited by 457 · see citing works
Developmental changes in the structure of the social brain in late childhood and adolescence
Mills, K. L., Lalonde, F., Clasen, L. S., Giedd, J. N., & Blakemore, S.-J. (2014) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nss113 · Cited by 452 · see citing works
The robustness of aptitude effects in near-native second language acquisition
Abrahamsson, N., & Hyltenstam, K. (2008) · Studies in Second Language Acquisition · doi:10.1017/s027226310808073x · Cited by 446 · see citing works
Later Language Development: School-age Children, Adolescents, and Young Adults
Nippold, M. A. (2007) · Medical Entomology and Zoology · Cited by 431 · see citing works
Johnson, J. S., & Newport, E. L. (1991) · Cognition · doi:10.1016/0010-0277(91)90054-8 · Cited by 415 · see citing works
The emergence of competing modules in bilingualism
HERNANDEZ, A., LI, P., & MACWHINNEY, B. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2005.03.003 · Cited by 366 · see citing works
Linguistic ability and early language exposure
Mayberry, R. I., Lock, E., & Kazmi, H. (2002) · Nature · doi:10.1038/417038a · Cited by 356 · see citing works
Mayberry, R. I., & Lock, E. (2003) · Brain and Language · doi:10.1016/s0093-934x(03)00137-8 · Cited by 352 · see citing works
Where cognitive development and aging meet: Face learning ability peaks after age 30
Germine, L. T., Duchaine, B., & Nakayama, K. (2010) · Cognition · doi:10.1016/j.cognition.2010.11.002 · Cited by 349 · see citing works
THE SENSITIVE PERIOD FOR THE ACQUISITION OF SYNTAX IN A SECOND LANGUAGE <sup>1</sup>
Patkowski, M. S. (1980) · Language Learning · doi:10.1111/j.1467-1770.1980.tb00328.x · Cited by 340 · see citing works
Sebastián-Gallés, N., Echeverría, S., & Bosch, L. (2005) · Journal of Memory and Language · doi:10.1016/j.jml.2004.11.001 · Cited by 312 · see citing works
The average laboratory samples a population of 7,300 Amazon Mechanical Turk workers
Stewart, N., Ungemach, C., Harris, A. J. L., Bartels, D. M., Newell, B. R., Paolacci, G., & Chandler, J. (2015) · Judgment and Decision Making · doi:10.1017/s1930297500005611 · Cited by 304 · cited 1× · see citing works
“The standard undergraduate subject pools are not nearly large or diverse enough to achieve this, nor are crowdsourcing platforms like Amazon Mechanical Turk (Stewart et al., 2015).”
BackgroundFirst-Language Acquisition After Childhood Differs From Second-Language Acquisition
Mayberry, R. I. (1993) · Journal of Speech Language and Hearing Research · doi:10.1044/jshr.3606.1258 · Cited by 299 · see citing works
Cross-linguistic evidence for the nature of age effects in second language acquisition.
DEKEYSER, R., ALFI-SHABTAY, I., & RAVID, D. (2010) · Applied Psycholinguistics · doi:10.1017/s0142716410000056 · Cited by 271 · see citing works
Newport, E. L. (1988) · Language Sciences · doi:10.1016/0388-0001(88)90010-1 · Cited by 247 · see citing works
On the issue of completeness in second language acquisition
Schachter, J. (1990) · Interlanguage studies bulletin (Utrecht) · doi:10.1177/026765839000600201 · Cited by 245 · see citing works
JIA, G., AARONSON, D., & WU, Y. (2002) · Applied Psycholinguistics · doi:10.1017/s0142716402004058 · Cited by 229 · see citing works
Age at immigration and second language proficiency among foreign-born adults
STEVENS, G. (1999) · Language in Society · doi:10.1017/s0047404599004030 · Cited by 220 · see citing works
Grammaticality judgments in a second language: Influences of age of acquisition and native language
McDonald, J. L. (2000) · Applied Psycholinguistics · doi:10.1017/s0142716400003064 · Cited by 214 · see citing works
The problem of age in second-language acquisition: Influences from language, structure, and task
Bialystok, E., & Miller, B. (1999) · Bilingualism: Language and Cognition · doi:10.1017/s1366728999000231 · Cited by 206 · see citing works
Subject–auxiliary inversion errors and wh-question acquisition: ‘what children do know?’
ROWLAND, C. F., & PINE, J. M. (2000) · Journal of Child Language · doi:10.1017/s0305000999004055 · Cited by 199 · see citing works
Neurobiological mechanisms of language acquisition
Pulvermüller, F., & Schumann, J. H. (1994) · Language Learning · doi:10.1111/j.1467-1770.1994.tb00635.x · Cited by 189 · see citing works
Age of learning effects on the duration of sentences produced in a second language
GUION, S. G., FLEGE, J. E., LIU, S. H., & YENI-KOMSHIAN, G. H. (2000) · Applied Psycholinguistics · doi:10.1017/s0142716400002034 · Cited by 188 · see citing works
Gray matter myelination of 1555 human brains using partial volume corrected MRI images
Shafee, R., Buckner, R. L., & Fischl, B. R. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.10.054 · Cited by 158 · see citing works
Vanhove, J. (2013) · PLoS ONE · doi:10.1371/journal.pone.0069172 · Cited by 158 · see citing works
Is young children's passive syntax semantically constrained? Evidence from syntactic priming.
Messenger, K., Branigan, H., McLean, J., & Sorace, A. (2012) · Journal of Memory and Language · doi:10.1016/j.jml.2012.03.008 · Cited by 152 · see citing works
The Myth of the First Three Years
Bruer, J. T. (1999) · Cited by 132 · see citing works
Developmental changes in GABAergic mechanisms in human visual cortex across the lifespan
Pinto (2010) · Frontiers in Cellular Neuroscience · doi:10.3389/fncel.2010.00016 · Cited by 131 · see citing works
Developing Linguistic Knowledge and Language Use Across Adolescence
Berman, R. A. (2008) · Blackwell Publishing Ltd eBooks · doi:10.1002/9780470757833.ch17 · Cited by 125 · see citing works
AGE OF ONSET AND NATIVELIKE L2 ULTIMATE ATTAINMENT OF MORPHOSYNTACTIC AND PHONETIC INTUITION
Abrahamsson, N. (2012) · Studies in Second Language Acquisition · doi:10.1017/s0272263112000022 · Cited by 123 · see citing works
Kidd, E., & Bavin, E. L. (2002) · Journal of Psycholinguistic Research · doi:10.1023/a:1021265021141 · Cited by 103 · see citing works
Birdsong (2013) · doi:10.1075/lia.4.2.01bir · Cited by 76 · see citing works
The Critical Period Hypothesis for Second Language Acquisition: Tailoring the Coat of Many Colors
Birdsong, D. P. (2013) · Second language learning and teaching · doi:10.1007/978-3-319-01414-2_3 · Cited by 74 · see citing works
The Great Society, Reagan's Revolution, and Generations of Presidential Voting
Ghitza, Y., Gelman, A., & Auerbach, J. (2022) · American Journal of Political Science · doi:10.1111/ajps.12713 · Cited by 74 · see citing works
A synthesis of empirical research on the linguistic outcomes of early foreign language instruction
Huang, B. H. (2016) · International Journal of Multilingualism · doi:10.1080/14790718.2015.1066792 · Cited by 59 · see citing works
A meta-analysis: age and second language grammar acquisition.
Qureshi, M. A. (2016) · System · doi:10.1016/j.system.2016.06.001 · Cited by 48 · see citing works
Klindt, D. A., Devaine, M., & Jean Daunizeau, A. (2016) · Cortex · doi:10.1016/j.cortex.2016.09.009 · Cited by 38 · see citing works
Chudek, M., Cheung, B. Y., & Heine, S. J. (2015) · Journal of Cognition and Culture · doi:10.1163/15685373-12342145 · Cited by 27 · see citing works
Sex differences in past tense overregularization
Kidd, E., & Lum, J. A. G. (2008) · Developmental Science · doi:10.1111/j.1467-7687.2008.00744.x · Cited by 23 · see citing works
The neurocognition of second language
Morgan‐Short, K., & Ullman, M. T. (2015) · doi:10.4324/9780203808184.ch17 · Cited by 22 · see citing works
Crain, S., & Thornton, R. (2012) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1158 · Cited by 19 · see citing works
Birdsong, D. P. (2017) · Oxford University Press eBooks · doi:10.1093/obo/9780199772810-0139 · Cited by 4 · see citing works
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- Curtiss, 1994, Learning as a cognitive system: Its independence and selective vulnerability, Vol. 1, 227
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Psychedelics reopen the social reward learning critical period
Nardou, R., Sawyer, E., Song, Y. J., Wilkinson, M., Padovan-Hernandez, Y., de Deus, J. L., Wright, N., Lama, C., Faltin, S., Goff, L. A., et al. (2023) · Nature · doi:10.1038/s41586-023-06204-3 · Cited by 358 · see citing works
Acquah, E. O., & Katz, H. T. (2020) · Computers & Education · doi:10.1016/j.compedu.2019.103667 · Cited by 280 · see citing works
“…digital games as tools in primary through secondary language classrooms; (2) there is an age e ff ect on learning languages (Abdullah & Akhter, 2015; Hartshorne et al., 2018; Sang, 2017), meaning the outcomes from using digital games, whether in a formal education setting or not, will likely be di…”
BackgroundPlasticity, Variability and Age in Second Language Acquisition and Bilingualism
Birdsong, D. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00081 · Cited by 205 · see citing works
van den Noort, M., Struys, E., Bosch, P., Jaswetz, L., Perriard, B., Yeo, S., Barisch, P., Vermeire, K., Lee, S., & Lim, S. (2019) · Behavioral Sciences · doi:10.3390/bs9030027 · Cited by 211 · see citing works
“, 17 years [6], 7 years [4], or 3 years [7], has been the subject of a long and vivid ongoing debate [8–10].”
BackgroundLi, Q., Joo, S. J., Yeatman, J. D., & Reinecke, K. (2020) · Scientific Reports · doi:10.1038/s41598-019-57204-1 · Cited by 185 · see citing works
Mayberry, R. I., & Kluender, R. (2017) · Bilingualism Language and Cognition · doi:10.1017/s1366728917000724 · Cited by 207 · see citing works
Rodd, J. M. (2023) · Journal of Memory and Language · doi:10.1016/j.jml.2023.104472 · Cited by 97 · see citing works
“…has been highly successful in a small number of cases (Brysbaert et al., 2016; Coughlan et al., 2019; Coutrot et al., 2019; Guasch et al., 2022; Hartshorne et al., 2018), the success of these studies is due, in part, to the care taken by researchers to consider the motivation of their…”
BackgroundThe myth of categorical perception
McMurray, B. (2022) · The Journal of the Acoustical Society of America · doi:10.1121/10.0016614 · Cited by 100 · see citing works
It’s Morphin’ Time! Combating Linguistic Discrimination with Inflectional Perturbations
Tan, S., Joty, S., Kan, M., & Socher, R. (2020) · Proceedings of the conference - Association for Computational Linguistics. Meeting · doi:10.18653/v1/2020.acl-main.263 · Cited by 101 · see citing works
“fluency test adapted from Hartshorne et al. (2018). Workers were paid a rate of at least $12/hr.”
BackgroundTagarelli, K. M., Shattuck, K. F., Turkeltaub, P. E., & Ullman, M. T. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.02.061 · Cited by 82 · see citing works
“We first identified papers that examined later/adult language learning (by individuals age 12 or older, with most studies probing learners 18 or older; Hartshorne et al., 2018) during controlled experimental paradigms, with a specific focus on either lexical or grammatical targets.”
McKone, E., Wan, L., Pidcock, M., et al. (2019) · Scientific Reports · doi:10.1038/s41598-019-49202-0 · Cited by 82 · see citing works
Teaching and learning L2 in the classroom: It's about time
LIGHTBOWN, P. M., & Spada, N. M. (2019) · Language Teaching · doi:10.1017/s0261444819000454 · Cited by 89 · see citing works
Shufaniya, A., & Arnon, I. (2018) · Cognitive Science · doi:10.1111/cogs.12692 · Cited by 73 · see citing works
Using games to understand the mind
Allen, K. R., Brändle, F., Botvinick, M., Fan, J. E., Gershman, S. J., Alison Gopnik, C., Griffiths, T. L., Hartshorne, J. K., Hauser, T. U., Ho, M. K., et al. (2024) · Nature Human Behaviour · doi:10.1038/s41562-024-01878-9 · Cited by 105 · see citing works
Self-citationWhat matters for language learning?
Marconi, G., Cascales, C. C., Covacevich, C., & Halgreen, T. (2020) · OECD education working papers · doi:10.1787/5e06e820-en · Cited by 79 · see citing works
Individuality in complex systems: A constructionist approach
Petré, P., & Anthonissen, L. (2020) · Cognitive Linguistics · doi:10.1515/cog-2019-0033 · Cited by 78 · see citing works
Critical periods of brain development
(2020) · Handbook of Clinical Neurology · doi:10.1016/b978-0-444-64150-2.00009-5 · Cited by 84 · see citing works
Wild, H. A., Kyröläinen, A.-J., & Kuperman, V. (2022) · PLoS ONE · doi:10.1371/journal.pone.0271191 · Cited by 72 · see citing works
Kosyakova, Y., Kristen, C., & Spörlein, C. (2021) · Journal of Ethnic and Migration Studies · doi:10.1080/1369183x.2021.1988845 · Cited by 70 · see citing works
Drzewiecki, C. M., & Juraska, J. M. (2020) · Pharmacology Biochemistry and Behavior · doi:10.1016/j.pbb.2020.173044 · Cited by 67 · see citing works
Scaling up psychology via Scientific Regret Minimization
Agrawal, M., Peterson, J. C., & Griffiths, T. L. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1915841117 · Cited by 62 · see citing works
Gualtieri, S., & Finn, A. S. (2022) · Perspectives on Psychological Science · doi:10.1177/17456916211045971 · Cited by 66 · see citing works
Liu, Y.-F., Kim, J., Wilson, C., & Bedny, M. (2020) · eLife · doi:10.7554/elife.59340 · Cited by 64 · see citing works
“Indeed, even acquiring a second language late in life leads to lower levels of proficiency and responses outside the perisylvian fronto-temporal system ( Hartshorne et al., 2018 ; Johnson and Newport, 1989 ; ).”
BackgroundNeuroaesthetics and art's diversity and universality
Nadal, M., & Chatterjee, A. K. (2018) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1487 · Cited by 63 · see citing works
Mayberry, R. I., & Kluender, R. (2018) · Bilingualism Language and Cognition · doi:10.1017/s1366728918000585 · Cited by 64 · see citing works
Nave-Blodgett, J. E., Snyder, J. S., & Hannon, E. E. (2020) · Journal of Experimental Psychology General · doi:10.1037/xge0000903 · Cited by 57 · see citing works
Neural representation of linguistic feature hierarchy reflects second-language proficiency
Liberto, G. M. D., Nie, J., Yeaton, J., Khalighinejad, B., Shamma, S., & Mesgarani, N. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.117586 · Cited by 50 · see citing works
“Specifically, a time-frequency representation of the speech sounds was calculated using a model of the peripheral auditory system(98) consisting of three stages: (1) a cochlear filterbank with 128 asymmetric filters equally spaced on a logarithmic axis, (2) a hair cell stage consisting of a low-pass filter and a nonli…”
Bylund, E., Hyltenstam, K., & Abrahamsson, N. (2020) · Bilingualism Language and Cognition · doi:10.1017/s1366728920000188 · Cited by 63 · see citing works
How games can make behavioural science better
Long, B., Simson, J., Buxó‐Lugo, A., Watson, D. G., & Mehr, S. A. (2023) · Nature · doi:10.1038/d41586-023-00065-6 · Cited by 50 · see citing works
A thousand studies for the price of one: Accelerating psychological science with Pushkin
Hartshorne, J. K., de Leeuw, J. R., Goodman, N. D., Jennings, M. V., & O’Donnell, T. J. (2019) · Behavior Research Methods · doi:10.3758/s13428-018-1155-z · Cited by 46 · see citing works
Self-citationAge effects in second language acquisition: Expanding the emergentist account
Caldwell‐Harris, C. L., & MacWhinney, B. (2023) · Brain and Language · doi:10.1016/j.bandl.2023.105269 · Cited by 62 · see citing works
“Given sufficient social support and motivation, adults can achieve high levels of proficiency in L2 (Birdsong, 1992; Bongaerts, 1999; Hartshorne et al., 2018; Ioup et al., 1994; Nikolov, 2000; White & Genesee, 1996).”
BackgroundSecond language immersion impacts native language lexical production and comprehension
Botezatu, M. R., Kroll, J. F., Trachsel, M. I., & Guo, T. (2020) · Linguistic Approaches to Bilingualism · doi:10.1075/lab.19059.bot · Cited by 45 · see citing works
Silva, A. B., Liu, J. R., Metzger, S. L., Bhaya-Grossman, I., Dougherty, M. E., Seaton, M. P., Littlejohn, K. T., Tu-Chan, A., Ganguly, K., Moses, D. A., et al. (2024) · Nature Biomedical Engineering · doi:10.1038/s41551-024-01207-5 · Cited by 42 · see citing works
“Notably, the participant learned Spanish natively (L1) and then learned English (L2) later in his adult life, after any critical acquisition period 63 .”
Is there evidence for sensitive periods in emotional development?
Woodard, K. A., & Pollak, S. D. (2020) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2020.05.004 · Cited by 44 · see citing works
Greater local supply of language courses improves refugees’ labor market integration
Kanas, A., & Kosyakova, Y. (2022) · European Societies · doi:10.1080/14616696.2022.2096915 · Cited by 44 · see citing works
“Moreover, poor local language course supply also delays host-country language learning and language course completion and certification in the early years after arrival – the critical period of language learning (Hartshorne et al. 2018) – thus slowing immigrants’ integration process in a broader sense.”
BackgroundParker, A. J., Woodhead, Z., Carey, D. P., et al. (2022) · Cortex · doi:10.1016/j.cortex.2022.05.013 · Cited by 41 · see citing works
“To be included as having native English speaker proficiency, participants need to make no more than 3 errors on this test: Hartshorne et al. (2018) reported that most monolingual English-speakers performed close to ceiling and very few made more than 3 errors.”
Slim, M. S., & Hartsuiker, R. J. (2022) · Behavior Research Methods · doi:10.3758/s13428-022-01989-z · Cited by 48 · see citing works
“The advantages of web-based testing are eminent: Because participants do not have to come to the lab, it is easy to recruit many participants (see Hartshorne et al., 2018, for a particularly successful attempt of recruiting a large sample size) or target a specific group of participants (e.g.,…”
BackgroundThe Critical Period Hypothesis for L2 Acquisition: An Unfalsifiable Embarrassment?
Singleton, D., & Leśniewska, J. (2021) · Languages · doi:10.3390/languages6030149 · Cited by 40 · see citing works
Cheng, Q., Roth, A., Halgren, E., Klein, D., Chen, J., & Mayberry, R. I. (2023) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2215423120 · Cited by 38 · see citing works
“” This is a salient event in the lives of deaf signers, just as the age onset of language immersion is for hearing speakers and is the method used to determine AOA in studies of both signed and spoken language acquisition (82).”
MethodLiteracy improves the comprehension of object relatives
Dąbrowska, E., Pascual, E., & Gómez-Estern, B. M. (2022) · Cognition · doi:10.1016/j.cognition.2021.104958 · Cited by 37 · see citing works
McMurray, B. (2022) · Language Cognition and Neuroscience · doi:10.1080/23273798.2022.2105367 · Cited by 35 · see citing works
“First, Hartshorne et al. (2018) pointed out that most studies of critical periods in language focus on attainment at a certain point (e.g. at presumed adulthood).”
BackgroundExamining Individual Differences in Language Learning: A Neurocognitive Model of Language Aptitude
Turker, S., Seither-Preisler, A., & Reiterer, S. M. (2021) · Neurobiology of Language · doi:10.1162/nol_a_00042 · Cited by 33 · see citing works
“Previous research has shown that learning the full set of grammatical rules of one’s first language may take up to 17 years (Hartshorne et al., 2018), which is why we emphasize the fluent transition of all learning stages and from first to second and further foreign language learning.”
BackgroundAge of acquisition impacts the brain differently depending on neuroanatomical metric
Claussenius‐Kalman, H. L., Vaughn, K. A., Archila‐Suerte, P., & Hernández, A. E. (2019) · Human Brain Mapping · doi:10.1002/hbm.24817 · Cited by 34 · see citing works
Sun, P. P., & Zhang, L. J. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00059 · Cited by 34 · see citing works
“In addition to the above cognitive dimensions pertaining to speech production, age of acquisition is another critical factor that has been broadly examined for its impact on L2 learning, development, and attainment (Hartshorne et al., 2018).”
BackgroundFairs, A., & Strijkers, K. (2021) · PLoS ONE · doi:10.1371/journal.pone.0258908 · Cited by 37 · see citing works
Reduced Competition Effects and Noisier Representations in a Second Language
Tachihara, K., & Goldberg, A. E. (2019) · Language Learning · doi:10.1111/lang.12375 · Cited by 32 · see citing works
Arnon, I. (2019) · Topics in Cognitive Science · doi:10.1111/tops.12428 · Cited by 31 · see citing works
Inflectional morphology in bilingual language processing: An age-of-acquisition study
Bosch, S., Veríssimo, J., & Clahsen, H. (2019) · Language Acquisition · doi:10.1080/10489223.2019.1570204 · Cited by 31 · see citing works
“Most recently, Hartshorne et al. (2018) collected grammaticality judgments from an unusually large set of two-thirds of a million native and nonnative English speakers covering a wide range of AoAs.”
BackgroundFuzzy Lexical Representations in Adult Second Language Speakers
Gor, K., COOK, S. V., Bordag, D., Chrabaszcz, A. V., & Opitz, A. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.732030 · Cited by 31 · see citing works
Canadian Immigrant Youth and the Education-Employment Nexus
Nichols, L., Ha, B., & Tyyskä, V. (2019) · Canadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse · doi:10.29173/cjfy29497 · Cited by 31 · see citing works
Nilsson, J., Berggren, R., Garzón, B., Lebedev, A. V., & Lövdén, M. (2021) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2021.666851 · Cited by 36 · see citing works
“Whilst perfect mastery of the second language is less likely to be achieved in an adult learner, foreign language learning can be achieved to a high level also in adulthood (Hartshorne et al., 2018).”
BackgroundAbutalebi, J., & Clahsen, H. (2018) · Bilingualism Language and Cognition · doi:10.1017/s1366728918001025 · Cited by 30 · see citing works
A gene-maturation-environment model for understanding sensitive period effects in musical training
Penhune, V. B. (2020) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2020.05.011 · Cited by 28 · see citing works
Age of acquisition effects differ across linguistic domains in sign language: EEG evidence
Malaia, E., Krebs, J., Roehm, D., et al. (2019) · Brain and Language · doi:10.1016/j.bandl.2019.104708 · Cited by 29 · see citing works
“The organization of neural circuits which process human language is amenable to rapid changes during a limited window in early development, known as the sensitive period (Hartshorne et al., 2018; Malaia and Wilbur, 2010).”
BackgroundProficiency Predictors in Sequential Bilinguals
Austin, L., Hernández, A. E., & Schwieter, J. W. (2019) · Cambridge University Press eBooks · doi:10.1017/9781108641395 · Cited by 28 · see citing works
Self-Determination Theory and Language Learning
Noels, K. A. (2023) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780197600047.013.31 · Cited by 33 · see citing works
Chen, T., & Hartshorne, J. K. (2021) · Cognition · doi:10.1016/j.cognition.2021.104706 · Cited by 30 · see citing works
“Hartshorne et al. (2018) — henceforth “HTP” — attempted to address these limitations by analyzing 669,498 responses to an online English grammar quiz.”
BackgroundSelf-citationTuninetti, A., Mulak, K. E., & Escudero, P. (2020) · Frontiers in Communication · doi:10.3389/fcomm.2020.602471 · Cited by 28 · see citing works
“While adulthood appears to confer some advantage in learning aspects of a language, for example, syntax and morphology (Krashen et al., 1979; Hartshorne et al., 2018), compared to younger L2 learners, later learners have greater trouble with language skills in the L2 such as pronunciation and…”
BackgroundNeuropsychological Test Performance Among Native and Non-Native Swedes: Second Language Effects
Stålhammar, J., Hellström, P., Eckerström, C., & Wallin, A. (2020) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/acaa043 · Cited by 28 · see citing works
Developing an AI-Assisted Low-Resource Spoken Language Learning App for Children
Getman, Y., Phan, N., Al-Ghezi, R., Voskoboinik, E., Singh, M., Grósz, T., Kurimo, M., Salvi, G., Svendsen, T., Strömbergsson, S., et al. (2023) · IEEE Access · doi:10.1109/access.2023.3304274 · Cited by 27 · see citing works
“in different aspects of language [1], [2].”
Tomaszewski, P., Krzysztofiak, P., Morford, J. P., et al. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.896339 · Cited by 27 · see citing works
Neural hemispheric organization in successful adult language learning: Is left always right?
Qi, Z., & Legault, J. (2020) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/bs.plm.2020.02.004 · Cited by 26 · see citing works
The impact of suppressing puberty on neuropsychological function: A review
Baxendale, S. (2024) · Acta Paediatrica · doi:10.1111/apa.17150 · Cited by 26 · see citing works
“13 Neural networks that develop in impoverished environments during sensitive periods can sometimes be remoulded by subsequent experiences in later life, although function may always remain suboptimal.”
BackgroundUse of long-term care services in a universal welfare state - On the importance of age at migration
Innes, H. M. (2020) · Social Science & Medicine · doi:10.1016/j.socscimed.2020.112923 · Cited by 26 · see citing works
Moreau, C. N., Joanisse, M., Mulgrew, J., & Batterink, L. J. (2022) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2022.101154 · Cited by 26 · see citing works
“acquiring many other key aspects of language, such as phonetic contrasts and complex morphology and syntax, declines as a function of age, with younger children achieving native like fluency at much higher rates than older learners (Hakuta et al., 2003; Hartshorne et al., 2018; Johnson and Newport, 1989; Werker and Te…”
BackgroundA sensitive period in the neural phenotype of language in blind individuals
Pant, R., Kanjlia, S., & Bedny, M. (2019) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2019.100744 · Cited by 28 · see citing works
Patient-Physician Language Concordance and Cardiovascular Outcomes Among Patients With Hypertension
Reaume, M., Labossière, M. N., Batista, R., Haute, S. V., Tangri, N., Rigatto, C., Bohm, C. J., Prud’homme, D., Tanuseputro, P., & Lix, L. M. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.60551 · Cited by 25 · see citing works
Malik-Moraleda, S., Jouravlev, O., Taliaferro, M., Mineroff, Z., Cucu, T., Mahowald, K., Blank, I., & Fedorenko, E. G. (2024) · Cerebral Cortex · doi:10.1093/cercor/bhae049 · Cited by 27 · see citing works
Feng, Y., & Wang, X. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1200675 · Cited by 31 · see citing works
Linguistic dissimilarity increases age-related decline in adult language learning
Schepens, J. J., van Hout, R. W. N. M., & der Slik, F. W. P. V. (2022) · Studies in Second Language Acquisition · doi:10.1017/s0272263122000067 · Cited by 24 · see citing works
“Age-related decline has strong effects on language processing (Wulff et al., 2019) and language learning (Birdsong, 2014; Bongaerts, 1999; Vanhove, 2013; Hartshorne et al. 2018).”
BackgroundMethodResultInfluentialKristen, C., & Seuring, J. (2021) · Journal for Educational Research Online / Journal für Bildungsforschung Online · doi:10.31244/jero.2021.01.05 · Cited by 24 · see citing works
Understanding Sensitive Period Effects in Musical Training
Penhune, V. B. (2021) · Current topics in behavioral neurosciences · doi:10.1007/7854_2021_250 · Cited by 22 · see citing works
The Small and Efficient Language Network of Polyglots and Hyper-polyglots
Jouravlev, O., Mineroff, Z., Blank, I., & Fedorenko, E. G. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhaa205 · Cited by 22 · see citing works
Steinhauer, K., & Kasparian, K. (2020) · Language Learning · doi:10.1111/lang.12391 · Cited by 22 · see citing works
Willingham, D. T., & Riener, C. R. (2019) · Cambridge University Press eBooks · doi:10.1017/9781316271988 · Cited by 22 · see citing works
van den Noort, M., Struys, E., Bosch, P., et al. (2019) · Preprints.org · doi:10.20944/preprints201902.0038.v1 · Cited by 22 · see citing works
Using Games to Understand the MindPreprint
Allen, K. R., Brändle, F., Botvinick, M., et al. (2023) · doi:10.31234/osf.io/hbsvj · Cited by 21 · see citing works
Self-citationFirst steps into the pupillometry multiverse of developmental science
Calignano, G., Girardi, P., & Altoè, G. (2023) · Behavior Research Methods · doi:10.3758/s13428-023-02172-8 · Cited by 20 · see citing works
“It is important to note that in this study, as in most studies in infant research, the representativeness and generalizability of the results are largely constrained by the number of stimuli used in the experiment (Peterson et al., 2021; Hartshorne et al., 2018).”
ResultMore Is More in Language Learning: Reconsidering the Less‐Is‐More Hypothesis
Brooks, P. J., & Kempe, V. (2018) · Language Learning · doi:10.1111/lang.12320 · Cited by 20 · see citing works
Impoverished language in early childhood affects the development of complex sentence structure
Mayberry, R. I., Hatrak, M., Ilbasaran, D., et al. (2023) · Developmental Science · doi:10.1111/desc.13416 · Cited by 20 · see citing works
Li, W., Germine, L. T., Mehr, S. A., Srinivasan, M., & Hartshorne, J. K. (2022) · Infant and Child Development · doi:10.1002/icd.2348 · Cited by 18 · see citing works
“Hartshorne et al. (2018) collected such a dataset and were able to provide the first estimate of how the ability to learn syntax changes with age, concluding that it declines sharply at around 17–18 years old (see also Chen & Hartshorne, 2021).”
BackgroundInfluentialSelf-citationThe Face-to-Face Principle: Science, Trust, Democracy and the Internet
Collins, H. M., Evans, R., Innes, M., Kennedy, E. B., Mason‐Wilkes, W., & McLevey, J. (2022) · doi:10.18573/book7 · Cited by 20 · see citing works
Kang, X., Matthews, S., Yip, V., & Wong, P. (2021) · npj Science of Learning · doi:10.1038/s41539-021-00104-9 · Cited by 17 · see citing works
Tolchinsky, L., & Berman, R. A. (2023) · doi:10.1093/oso/9780192849984.001.0001 · Cited by 22 · see citing works
Fong, M. C., Ma, M. K.-H., Chui, Y.-T., Law, T. S. T., Hui, N. Y., Au, A. M. L., & Wang, W. Y. (2022) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2022.787413 · Cited by 18 · see citing works
Alam, M. R., Ansarey, D., Halim, H. B. A., Rana, M. M., Milon, M. R. K., & Mitu, R. K. (2022) · Asian-Pacific Journal of Second and Foreign Language Education · doi:10.1186/s40862-022-00129-6 · Cited by 19 · see citing works
Hernández, A. E., Bodet, J. P., Gehm, K., & Shen, S. (2020) · Cognition · doi:10.1016/j.cognition.2020.104478 · Cited by 19 · see citing works
“Keywords critical periods; second language acquisition; development; emergentism Introduction Hartshorne, Tenenbaum, and Pinker (2018), henceforth HTP, present evidence for a critical period of second-language (L2) syntax acquisition that extends into late adolescence, only declining around the age of 17.”
InfluentialNippold, M. A., Nehls-Lowe, A., & Lee, D. (2020) · Journal of Speech Language and Hearing Research · doi:10.1044/2019_jslhr-19-00036 · Cited by 19 · see citing works
Variational Item Response Theory: Fast, Accurate, and ExpressivePreprint
Wu, M., Davis, R. L., Domingue, B. W., Piech, C., & Goodman, N. D. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2002.00276 · Cited by 20 · see citing works
“Beyond education, IRT is a method widely used in cognitive science and psychology, for instance with regards to studies of language acquisition and development [19, 28, 14, 7].”
MethodCharbonnet, B., & Conzelmann, A. (2023) · International Journal of Sports Science & Coaching · doi:10.1177/17479541231197225 · Cited by 22 · see citing works
“Until proven otherwise, if the fi elds of language 81 and musical learning 76 are somewhat affected by such a phenomenon, why should motor learning be an exception?”
BackgroundThe importance of the dorsal branch of the arcuate fasciculus in phonological working memory
Barbeau, É. B., Kousaie, S., Brass, K., Descoteaux, M., Petrides, M., & Klein, D. (2023) · Cerebral Cortex · doi:10.1093/cercor/bhad226 · Cited by 15 · see citing works
Nonhuman and Nonhuman-Human Communication: Some Issues and Questions
Pepperberg, I. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.647841 · Cited by 17 · see citing works
Gauging the Adequacy of Translanguaging Allocation Policy in Two-Way Immersion Programs in the U.S.
Guerrero, M. D. (2021) · Journal of Latinos and Education · doi:10.1080/15348431.2021.1971086 · Cited by 18 · see citing works
Mindfulness as a Coping Strategy for EFL Learning in Education
Skelly, K. J., & Chichón, J. L. E. (2021) · International Journal of Instruction · doi:10.29333/iji.2021.14356a · Cited by 18 · see citing works
You win some, you lose some: Comprehension and event-related potential evidence for L1 attrition
Miller, D., & Rothman, J. (2019) · Bilingualism Language and Cognition · doi:10.1017/s1366728919000737 · Cited by 17 · see citing works
The impact of foreign language caregiving on native language acquisition
Singh, L., & Seet, S. K. (2019) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2019.04.010 · Cited by 17 · see citing works
German in childhood and Latin in adolescence: On the bidialectal nature of lexical access in English
Hernández, A. E., Ronderos, J., Bodet, J. P., et al. (2021) · Humanities and Social Sciences Communications · doi:10.1057/s41599-021-00836-4 · Cited by 17 · see citing works
“…for example, suggests that whereas Romance language speakers benefit the most when they acquire English as a first language simultaneously, speakers of West Germanic languages have a wider window (from 1 to 5) during which acquisition of the English is best learned (Hartshorne et al., 2018).”
BackgroundEmerging Native-Similar Neural Representations Underlie Non-Native Speech Category Learning Success
Feng, G., Li, Y., Hsu, S., Wong, P. C. M., Chou, T., & Chandrasekaran, B. (2021) · Neurobiology of Language · doi:10.1162/nol_a_00035 · Cited by 15 · see citing works
“…between L1 and L2 acquisition and representation, but also imply that the comparison between the representations of non-native learners’ L2 and native speakers’ L1 could potentially reflect the nativeness in L2 processing and attainment for the learners (Birdsong, 2018; Hartshorne et al., 2018).”
Pulido, M. F. (2020) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2020.107732 · Cited by 15 · see citing works
Turton, D., & Baranowski, M. (2020) · Journal of Linguistics · doi:10.1017/s0022226720000122 · Cited by 17 · see citing works
- Authors
- Hartshorne, J. K., Tenenbaum, J. B., & Pinker, S.
- Affiliations
- Boston College (US)
- Massachusetts Institute of Technology (US)
- Harvard University (US)
- Corresponding author
- Hartshorne, Joshua K.
- Venue
- Cognition
- Publisher
- Elsevier BV
- Published
- 2018-08
- Volume
- 177
- Pages
- 263-277
- ISSN
- 0010-0277 (ISSN-L)
- PMC
- PMC6559801
- OpenAlex
- W2802042678
- Cited by
- 625
- References
- 79
- Citations by year
- 2026: 45 · 2025: 70 · 2024: 91 · 2023: 85 · 2022: 110 · 2021: 75 · 2020: 76 · 2019: 57 · 2018: 13 · 2017: 2
- FWCI
- 108.36
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Cognition (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- DSpace@MIT (Massachusetts Institute of Technology) (submittedVersion, cc-by-nc-nd)
- PMC
- Funders
- NIH NRSA (5F32HD072748)
- Center for Minds, Brains, & Machines
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Language Development and Disorders
- Social Sciences › Arts and Humanities › Language and Linguistics › EFL/ESL Teaching and Learning
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Keywords
- critical period hypothesis, second language acquisition, age of onset, syntactic development, native and non-native English speakers
- MeSH terms
- Adolescent, Adult, Age Factors, Aged, Aged, 80 and over, Child, Critical Period, Psychological, Humans, Language Development, Learning, Middle Aged, Models, Psychological, Time Factors, Multilingualism, Young Adult
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